{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise2Void - 2D Example for SEM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# We import all our dependencies.\n",
    "from n2v.models import N2VConfig, N2V\n",
    "import numpy as np\n",
    "from csbdeep.utils import plot_history\n",
    "from n2v.utils.n2v_utils import manipulate_val_data\n",
    "from n2v.internals.N2V_DataGenerator import N2V_DataGenerator\n",
    "from matplotlib import pyplot as plt\n",
    "import urllib\n",
    "import os\n",
    "import zipfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Example Data\n",
    "Data by Reza Shahidi and Gaspar Jekely, Living Systems Institute, Exeter<br>\n",
    "Thanks!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a folder for our data.\n",
    "if not os.path.isdir('./data'):\n",
    "    os.mkdir('./data')\n",
    "\n",
    "# check if data has been downloaded already\n",
    "zipPath=\"data/SEM.zip\"\n",
    "if not os.path.exists(zipPath):\n",
    "    #download and unzip data\n",
    "    data = urllib.request.urlretrieve('https://cloud.mpi-cbg.de/index.php/s/pXgfbobntrw06lC/download', zipPath)\n",
    "    with zipfile.ZipFile(zipPath, 'r') as zip_ref:\n",
    "        zip_ref.extractall(\"data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For training we load __one__ set of low-SNR images and use the <code>N2V_DataGenerator</code> to extract training <code>X</code> and validation <code>X_val</code> patches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We create our DataGenerator-object.\n",
    "# It will help us load data and extract patches for training and validation.\n",
    "datagen = N2V_DataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 2500, 1690, 1) (1, 471, 1690, 1)\n"
     ]
    }
   ],
   "source": [
    "# We load all the '.tif' files from the 'data' directory.\n",
    "# If you want to load other types of files see the RGB example.\n",
    "# The function will return a list of images (numpy arrays).\n",
    "imgs = datagen.load_imgs_from_directory(directory = \"data/\")\n",
    "\n",
    "# Let's look at the shape of the images.\n",
    "print(imgs[0].shape,imgs[1].shape)\n",
    "# The function automatically added two extra dimensions to the images:\n",
    "# One at the beginning, is used to hold a potential stack of images such as a movie.\n",
    "# One at the end, represents channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets' look at the images.\n",
    "# We have to remove the added extra dimensions to display them as 2D images.\n",
    "plt.imshow(imgs[0][0,...,0], cmap='magma')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(imgs[1][0,...,0], cmap='magma')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated patches: (3536, 96, 96, 1)\n",
      "Generated patches: (544, 96, 96, 1)\n"
     ]
    }
   ],
   "source": [
    "# We will use the first image to extract training patches and store them in 'X'\n",
    "patch_shape = (96,96)\n",
    "X = datagen.generate_patches_from_list(imgs[:1], shape=patch_shape)\n",
    "\n",
    "# We will use the second image to extract validation patches.\n",
    "X_val = datagen.generate_patches_from_list(imgs[1:], shape=patch_shape)\n",
    "\n",
    "# Patches are created so they do not overlap.\n",
    "# (Note: this is not the case if you specify a number of patches. See the docstring for details!)\n",
    "# Non-overlapping patches would also allow us to split them into a training and validation set \n",
    "# per image. This might be an interesting alternative to the split we performed above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Just in case you don't know how to access the docstring of a method:\n",
    "datagen.generate_patches_from_list?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at one of our training and validation patches.\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(X[0,...,0], cmap='magma')\n",
    "plt.title('Training Patch');\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(X_val[0,...,0], cmap='magma')\n",
    "plt.title('Validation Patch');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Noise2Void comes with a special config-object, where we store network-architecture and training specific parameters. See the docstring of the <code>N2VConfig</code> constructor for a description of all parameters.\n",
    "\n",
    "When creating the config-object, we provide the training data <code>X</code>. From <code>X</code> we extract <code>mean</code> and <code>std</code> that will be used to normalize all data before it is processed by the network. We also extract the dimensionality and number of channels from <code>X</code>.\n",
    "\n",
    "Compared to supervised training (i.e. traditional CARE), we recommend to use N2V with an increased <code>train_batch_size</code> and <code>batch_norm</code>.\n",
    "To keep the network from learning the identity we have to manipulate the input pixels during training. For this we have the parameter <code>n2v_manipulator</code> with default value <code>'uniform_withCP'</code>. Most pixel manipulators will compute the replacement value based on a neighborhood. With <code>n2v_neighborhood_radius</code> we can control its size. \n",
    "\n",
    "Other pixel manipulators:\n",
    "* normal_withoutCP: samples the neighborhood according to a normal gaussian distribution, but without the center pixel\n",
    "* normal_additive: adds a random number to the original pixel value. The random number is sampled from a gaussian distribution with zero-mean and sigma = <code>n2v_neighborhood_radius</code>\n",
    "* normal_fitted: uses a random value from a gaussian normal distribution with mean equal to the mean of the neighborhood and standard deviation equal to the standard deviation of the neighborhood.\n",
    "* identity: performs no pixel manipulation\n",
    "\n",
    "For faster training multiple pixels per input patch can be manipulated. In our experiments we manipulated about 0.198% of the input pixels per patch. For a patch size of 64 by 64 pixels this corresponds to about 8 pixels. This fraction can be tuned via <code>n2v_perc_pix</code>.\n",
    "\n",
    "For Noise2Void training it is possible to pass arbitrarily large patches to the training method. From these patches random subpatches of size <code>n2v_patch_shape</code> are extracted during training. Default patch shape is set to (64, 64).  \n",
    "\n",
    "In the past we experienced bleedthrough artifacts between channels if training was terminated to early. To counter bleedthrough we added the `single_net_per_channel` option, which is turned on by default. In the back a single U-Net for each channel is created and trained independently, thereby removing the possiblity of bleedthrough. <br/>\n",
    "__Note:__ Essentially the network gets multiplied by the number of channels, which increases the memory requirements. If your GPU gets too small, you can always split the channels manually and train a network for each channel one after another."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color='red'>Warning:</font> to make this example notebook execute faster, we have set <code>train_epochs</code> to only 10. <br>For better results we suggest 100 to 200 <code>train_epochs</code>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'means': ['39137.785'],\n",
       " 'stds': ['18713.76'],\n",
       " 'n_dim': 2,\n",
       " 'axes': 'YXC',\n",
       " 'n_channel_in': 1,\n",
       " 'n_channel_out': 1,\n",
       " 'unet_residual': False,\n",
       " 'unet_n_depth': 2,\n",
       " 'unet_kern_size': 3,\n",
       " 'unet_n_first': 32,\n",
       " 'unet_last_activation': 'linear',\n",
       " 'unet_input_shape': (None, None, 1),\n",
       " 'train_loss': 'mse',\n",
       " 'train_epochs': 10,\n",
       " 'train_steps_per_epoch': 27,\n",
       " 'train_learning_rate': 0.0004,\n",
       " 'train_batch_size': 128,\n",
       " 'train_tensorboard': True,\n",
       " 'train_checkpoint': 'weights_best.h5',\n",
       " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n",
       " 'batch_norm': True,\n",
       " 'n2v_perc_pix': 0.198,\n",
       " 'n2v_patch_shape': (64, 64),\n",
       " 'n2v_manipulator': 'uniform_withCP',\n",
       " 'n2v_neighborhood_radius': 5,\n",
       " 'single_net_per_channel': True,\n",
       " 'structN2Vmask': None,\n",
       " 'probabilistic': False}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train_steps_per_epoch is set to (number of training patches)/(batch size), like this each training patch \n",
    "# is shown once per epoch. \n",
    "config = N2VConfig(X, unet_kern_size=3, \n",
    "                   train_steps_per_epoch=int(X.shape[0]/128), train_epochs=10, train_loss='mse', batch_norm=True, \n",
    "                   train_batch_size=128, n2v_perc_pix=0.198, n2v_patch_shape=(64, 64), \n",
    "                   n2v_manipulator='uniform_withCP', n2v_neighborhood_radius=5)\n",
    "\n",
    "# Let's look at the parameters stored in the config-object.\n",
    "vars(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Gitrepos/n2v/n2v/models/n2v_standard.py:428: UserWarning: output path for model already exists, files may be overwritten: /home/tbuchhol/Gitrepos/n2v/examples/2D/denoising2D_SEM/models/n2v_2D\n",
      "  warnings.warn('output path for model already exists, files may be overwritten: %s' % str(self.logdir.resolve()))\n"
     ]
    }
   ],
   "source": [
    "# a name used to identify the model\n",
    "model_name = 'n2v_2D'\n",
    "# the base directory in which our model will live\n",
    "basedir = 'models'\n",
    "# We are now creating our network model.\n",
    "model = N2V(config, model_name, basedir=basedir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training\n",
    "\n",
    "Training the model will likely take some time. We recommend to monitor the progress with TensorBoard, which allows you to inspect the losses during training. Furthermore, you can look at the predictions for some of the validation images, which can be helpful to recognize problems early on.\n",
    "\n",
    "You can start TensorBoard in a terminal from the current working directory with tensorboard --logdir=. Then connect to http://localhost:6006/ with your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Preparing validation data:  28%|██▊       | 153/544 [00:00<00:00, 1523.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8 blind-spots will be generated per training patch of size (64, 64).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Preparing validation data: 100%|██████████| 544/544 [00:00<00:00, 1521.60it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "27/27 [==============================] - 7s 247ms/step - loss: 1.0729 - n2v_mse: 1.0729 - n2v_abs: 0.8187 - val_loss: 1.6487 - val_n2v_mse: 1.6487 - val_n2v_abs: 1.0224\n",
      "Epoch 2/10\n",
      "27/27 [==============================] - 3s 116ms/step - loss: 0.6744 - n2v_mse: 0.6744 - n2v_abs: 0.6639 - val_loss: 0.7635 - val_n2v_mse: 0.7635 - val_n2v_abs: 0.6988\n",
      "Epoch 3/10\n",
      "27/27 [==============================] - 3s 119ms/step - loss: 0.6342 - n2v_mse: 0.6342 - n2v_abs: 0.6445 - val_loss: 0.6422 - val_n2v_mse: 0.6422 - val_n2v_abs: 0.6265\n",
      "Epoch 4/10\n",
      "27/27 [==============================] - 3s 114ms/step - loss: 0.6186 - n2v_mse: 0.6186 - n2v_abs: 0.6357 - val_loss: 0.5905 - val_n2v_mse: 0.5905 - val_n2v_abs: 0.5918\n",
      "Epoch 5/10\n",
      "27/27 [==============================] - 3s 116ms/step - loss: 0.6100 - n2v_mse: 0.6100 - n2v_abs: 0.6306 - val_loss: 0.5777 - val_n2v_mse: 0.5777 - val_n2v_abs: 0.5833\n",
      "Epoch 6/10\n",
      "27/27 [==============================] - 3s 115ms/step - loss: 0.6057 - n2v_mse: 0.6057 - n2v_abs: 0.6283 - val_loss: 0.5655 - val_n2v_mse: 0.5655 - val_n2v_abs: 0.5812\n",
      "Epoch 7/10\n",
      "27/27 [==============================] - 3s 113ms/step - loss: 0.6127 - n2v_mse: 0.6127 - n2v_abs: 0.6314 - val_loss: 0.5620 - val_n2v_mse: 0.5620 - val_n2v_abs: 0.5861\n",
      "Epoch 8/10\n",
      "27/27 [==============================] - 3s 114ms/step - loss: 0.6168 - n2v_mse: 0.6168 - n2v_abs: 0.6349 - val_loss: 0.5616 - val_n2v_mse: 0.5616 - val_n2v_abs: 0.5993\n",
      "Epoch 9/10\n",
      "27/27 [==============================] - 3s 116ms/step - loss: 0.6013 - n2v_mse: 0.6013 - n2v_abs: 0.6269 - val_loss: 0.5599 - val_n2v_mse: 0.5599 - val_n2v_abs: 0.5893\n",
      "Epoch 10/10\n",
      "27/27 [==============================] - 3s 113ms/step - loss: 0.6068 - n2v_mse: 0.6068 - n2v_abs: 0.6297 - val_loss: 0.5623 - val_n2v_mse: 0.5623 - val_n2v_abs: 0.6006\n",
      "\n",
      "Loading network weights from 'weights_best.h5'.\n"
     ]
    }
   ],
   "source": [
    "# We are ready to start training now.\n",
    "history = model.train(X, X_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After training, lets plot training and validation loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'lr', 'n2v_abs', 'n2v_mse', 'val_loss', 'val_n2v_abs', 'val_n2v_mse']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(sorted(list(history.history.keys())))\n",
    "plt.figure(figsize=(16,5))\n",
    "plot_history(history,['loss','val_loss']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export Model in BioImage ModelZoo Format\n",
    "See https://imagej.net/N2V#Prediction for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:No assets to save.\n",
      "INFO:tensorflow:No assets to write.\n",
      "INFO:tensorflow:SavedModel written to: /tmp/tmp2p3nbvb3/model/saved_model.pb\n",
      "\n",
      "Model exported in BioImage ModelZoo format:\n",
      "/home/tbuchhol/Gitrepos/n2v/examples/2D/denoising2D_SEM/models/n2v_2D/export.bioimage.io.zip\n"
     ]
    }
   ],
   "source": [
    "model.export_TF(name='Noise2Void - 2D SEM Example', \n",
    "                description='This is the 2D Noise2Void example trained on SEM data in python.', \n",
    "                authors=[\"Tim-Oliver Buchholz\", \"Alexander Krull\", \"Florian Jug\"],\n",
    "                test_img=X_val[0,...,0], axes='YX',\n",
    "                patch_shape=patch_shape)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "n2v",
   "language": "python",
   "name": "n2v"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
